{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "include(\"dqn.jl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "julia dqn.jl\n",
       "\n",
       "This example implements the DQN algorithm from  \\texttt{Playing atari with deep reinforcement learning.} Mnih, V., Kavukcuoglu, K., Silver, D., Graves, A., Antonoglou, I., Wierstra, D., \\& Riedmiller, M. (2013).  arXiv preprint arXiv:1312.5602.\n",
       "\n"
      ],
      "text/markdown": [
       "julia dqn.jl\n",
       "\n",
       "This example implements the DQN algorithm from  `Playing atari with deep reinforcement learning.` Mnih, V., Kavukcuoglu, K., Silver, D., Graves, A., Antonoglou, I., Wierstra, D., & Riedmiller, M. (2013).  arXiv preprint arXiv:1312.5602.\n"
      ],
      "text/plain": [
       "  julia dqn.jl\n",
       "\n",
       "  This example implements the DQN algorithm from \u001b[36mPlaying atari with deep reinforcement learning.\u001b[39m Mnih, V., Kavukcuoglu, K.,\n",
       "  Silver, D., Graves, A., Antonoglou, I., Wierstra, D., & Riedmiller, M. (2013). arXiv preprint arXiv:1312.5602."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@doc DQN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: <PROGRAM> [--frames FRAMES] [--lr LR] [--gamma GAMMA]\n",
      "                 [--hiddens HIDDENS [HIDDENS...]] [--env_id ENV_ID]\n",
      "                 [--render] [--memory MEMORY] [--bs BS]\n",
      "                 [--stack STACK] [--save SAVE] [--load LOAD]\n",
      "                 [--usegpu] [--play] [--printinfo]\n",
      "\n",
      "(c) Ozan Arkan Can, 2018. An implementation of the deep q network.\n",
      "\n",
      "optional arguments:\n",
      "  --frames FRAMES       number of frames (type: Int64, default: 100)\n",
      "  --lr LR               learning rate (type: Float64, default: 0.001)\n",
      "  --gamma GAMMA         discount factor (type: Float64, default: 0.99)\n",
      "  --hiddens HIDDENS [HIDDENS...]\n",
      "                        number of units in the hiddens for the mlp\n",
      "                        (type: Int64, default: [32])\n",
      "  --env_id ENV_ID        (default: \"CartPole-v0\")\n",
      "  --render\n",
      "  --memory MEMORY       memory size (type: Int64, default: 1000)\n",
      "  --bs BS               batch size (type: Int64, default: 32)\n",
      "  --stack STACK         length of the frame history (type: Int64,\n",
      "                        default: 4)\n",
      "  --save SAVE           model name (default: \"\")\n",
      "  --load LOAD           model name (default: \"\")\n",
      "  --usegpu              use GPU or not\n",
      "  --play                only play\n",
      "  --printinfo           print the training messages\n",
      "\n"
     ]
    }
   ],
   "source": [
    "DQN.main(\"--help\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Warning: Knet.seed!() is deprecated, please use Random.seed!() and/or CUDA.seed!() instead\n",
      "└ @ Knet.KnetArrays /userfiles/dyuret/.julia/dev/Knet/src/knetarrays/random.jl:14\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frame: 42 , Total reward: 42.0, Exploration Rate: 0.1\n"
     ]
    }
   ],
   "source": [
    "DQN.main(\"--frames 100 --printinfo\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "rewards, frames = DQN.main(\"--frames 30000 --memory 5000\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Main.DQNWITHTARGET"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "include(\"dqn_with_target.jl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "julia dqn\\emph{with}target.jl\n",
       "\n",
       "This example implements the DQN algorithm from  \\texttt{Playing atari with deep reinforcement learning.} Mnih, V., Kavukcuoglu, K., Silver, D., Graves, A., Antonoglou, I., Wierstra, D., \\& Riedmiller, M. (2013).  arXiv preprint arXiv:1312.5602. It also shows the usage of a target network for the target q value predictions.\n",
       "\n"
      ],
      "text/markdown": [
       "julia dqn*with*target.jl\n",
       "\n",
       "This example implements the DQN algorithm from  `Playing atari with deep reinforcement learning.` Mnih, V., Kavukcuoglu, K., Silver, D., Graves, A., Antonoglou, I., Wierstra, D., & Riedmiller, M. (2013).  arXiv preprint arXiv:1312.5602. It also shows the usage of a target network for the target q value predictions.\n"
      ],
      "text/plain": [
       "  julia dqn\u001b[4mwith\u001b[24mtarget.jl\n",
       "\n",
       "  This example implements the DQN algorithm from \u001b[36mPlaying atari with deep reinforcement learning.\u001b[39m Mnih, V., Kavukcuoglu, K.,\n",
       "  Silver, D., Graves, A., Antonoglou, I., Wierstra, D., & Riedmiller, M. (2013). arXiv preprint arXiv:1312.5602. It also shows\n",
       "  the usage of a target network for the target q value predictions."
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@doc DQNWITHTARGET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: <PROGRAM> [--frames FRAMES] [--lr LR] [--gamma GAMMA]\n",
      "                 [--hiddens HIDDENS [HIDDENS...]] [--env_id ENV_ID]\n",
      "                 [--render] [--memory MEMORY] [--bs BS]\n",
      "                 [--stack STACK] [--save SAVE] [--load LOAD]\n",
      "                 [--usegpu] [--play] [--printinfo] [--tupdate TUPDATE]\n",
      "\n",
      "(c) Ozan Arkan Can, 2018. An implementation of the deep q network with\n",
      "a target network.\n",
      "\n",
      "optional arguments:\n",
      "  --frames FRAMES       number of frames (type: Int64, default: 100)\n",
      "  --lr LR               learning rate (type: Float64, default: 0.001)\n",
      "  --gamma GAMMA         discount factor (type: Float64, default: 0.99)\n",
      "  --hiddens HIDDENS [HIDDENS...]\n",
      "                        number of units in the hiddens for the mlp\n",
      "                        (type: Int64, default: [32])\n",
      "  --env_id ENV_ID        (default: \"CartPole-v0\")\n",
      "  --render\n",
      "  --memory MEMORY       memory size (type: Int64, default: 1000)\n",
      "  --bs BS               batch size (type: Int64, default: 32)\n",
      "  --stack STACK         length of the frame history (type: Int64,\n",
      "                        default: 4)\n",
      "  --save SAVE           model name (default: \"\")\n",
      "  --load LOAD           model name (default: \"\")\n",
      "  --usegpu              use GPU or not\n",
      "  --play                only play\n",
      "  --printinfo           print the training messages\n",
      "  --tupdate TUPDATE     update frequency for the target network (type:\n",
      "                        Int64, default: 500)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "DQNWITHTARGET.main(\"--help\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "rewards_tup100, frames_tup100 = DQNWITHTARGET.main(\"--frames 30000 --memory 5000 --tupdate 100\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "rewards_tup500, frames_tup500 = DQNWITHTARGET.main(\"--frames 30000 --memory 5000 --tupdate 500\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots; default(fmt=:png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(frames, rewards, title=\"DQN with buffer size=5k\", xlabel=\"Frame Count\", ylabel=\"Total rewards for the last episode\", label=\"dqn\")\n",
    "plot!(frames_tup100, rewards_tup100, xlabel=\"Frame Count\", ylabel=\"Total rewards for the last episode\", label=\"dqn+target (tupdate=100)\")\n",
    "plot!(frames_tup500, rewards_tup500, xlabel=\"Frame Count\", ylabel=\"Total rewards for the last episode\", label=\"dqn+target (tupdate=500)\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.0.0",
   "language": "julia",
   "name": "julia-1.0"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
